AI/ML applications in CV diagnosis and prognosis
Also called AI cardiology, machine learning cardiovascular, deep learning ECG
Sources: 12 new papers · 5 key papers · updated Oct 20, 2026
Unverified · drafted by AI from the sources cited below
Artificial intelligence refers to the theory and development of computer systems that can perform tasks typically requiring human intelligence, such as learning, reasoning, and problem-solving.1 Cardiology is the study of the heart and its functions.2
2022 AHA/ACC/HFSA Guideline for the Management of Heart Failure: Executive Summary: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines
Circulation
937 citations · 2022 · among the most cited on Artificial intelligence in cardiology
High-Intensity Statin Use Among Patients With Atherosclerosis in the U.S.
Journal of the American College of Cardiology — Nelson A
153 citations · 2022 · among the most cited on Artificial intelligence in cardiology
Increasing Participation of Women in Cardiovascular Trials
Journal of the American College of Cardiology — Cho L
143 citations · 2021 · among the most cited on Artificial intelligence in cardiology
Taking a Stand Against Air Pollution—The Impact on Cardiovascular Disease
Circulation — Bräuer M
122 citations · 2021 · among the most cited on Artificial intelligence in cardiology
Reperfusion therapies and in-hospital outcomes for ST-elevation myocardial infarction in Europe: the ACVC-EAPCI EORP STEMI Registry of the European Society of Cardiology
European Heart Journal — Zeymer U
84 citations · 2021 · among the most cited on Artificial intelligence in cardiology
A clinical question appears here only when its condition matches this topic, an outcome and a comparator were extracted from the studies, at least two studies and a patient count are on file, and the certainty is low or higher.
Supports benefit, no benefit shown, and mixed describe the direction of the measured effect. No benefit shown means the evidence does not support a benefit. It is not a finding of harm. Too little evidence means the question did not clear that bar.
Study count, RCT count, and patient count are separate. The patient total adds only studies that are linked into a study family and whose sample size is not flagged as implausible. A reversal is listed only when at least one randomized trial sits on each side of the change.
The overview is drafted from the guideline recommendations, trials, papers, and questions on this page, and every sentence has to cite one of them. It stays unverified until an NPI-verified clinician or a Synapse admin approves it. Approving records that person's name.
Most-cited researchers publishing on Artificial intelligence in cardiology.